Publications
- Bradley-Terry Policy Optimization for Generative Preference Modeling [pdf]
- Shengyu Feng, Yun He, Shuang Ma, Beibin Li, Yuanhao Xiong, Vincent Li, Karishma Mandyam, Julian Katz-Samuels, Shengjie Bi, Licheng Yu, Hejia Zhang, Karthik Abinav Sankararaman, Han Fang, Yiming Yang, and Manaal Faruqui
- Preprint
- FrontierCO: A Comprehensive Evaluation of Contemporary ML-Based Solvers for Combinatorial Optimization [pdf][data]
- Shengyu Feng*, Weiwei Sun*, Shanda Li, Ameet Talwalker, and Yiming Yang
- International Conference on Learning Representations (ICLR), 2026
- CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization [pdf][data]
- Weiwei Sun*, Shengyu Feng*, Shanda Li, and Yiming Yang
- Annual AAAI Conference on Artificial Intelligence (AAAI), 2026
- Alternative Mixed Integer Linear Programming Optimization for Joint Job Scheduling and Data Allocation in Grid Computing [pdf]
- Shengyu Feng*, Jaehyung Kim*, Yiming Yang, Joseph Boudreau, Tasnuva Chowdhury, Adolfy Hoisie, Raees Khan, Ozgur O. Kilic, Scott Klasky, Tatiana Korchuganova, Paul Nilsson, Verena Ingrid Martinez Outschoorn, David K. Park, Norbert Podhorszki, Yihui Ren, Frederic Suter, Sairam Sri Vatsavai, Wei Yang, Shinjae Yoo, Tadashi Maeno, and Alexei Klimentov
- Future Generation and Computer Systems (FGCS)
- Regularized Langevin Dynamics for Combinatorial Optimization [pdf][code]
- Shengyu Feng and Yiming Yang
- International Conference on Machine Learning (ICML), 2025
- Step-by-Step Reasoning for Math Problems via Twisted Sequential Monte Carlo [pdf][code]
- Shengyu Feng, Xiang Kong, Shuang Ma, Aonan Zhang, Dong Yin, Chong Wang, Ruoming Pang, and Yiming Yang
- International Conference on Learning Representations (ICLR), 2025
- Adversarial Graph Contrastive Learning with Information Regularization [pdf][code]
- Shengyu Feng, Baoyu Jing, Yada Zhu, and Hanghang Tong
- ACM Web Conference (WWW), 2022
- Batch Reinforcement Learning through Continuation Method [pdf]
- Yijie Guo, Shengyu Feng, Nicolas Le Roux, Ed Chi, Honglak Lee, and Minmin Chen
- International Conference on Learning Representations (ICLR), 2021
